{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Student-t Process\n",
    "\n",
    "PyMC3 also includes T-process priors.  They are a generalization of a Gaussian process prior to the multivariate Student's T distribution.  The usage is identical to that of `gp.Latent`, except they require a degrees of freedom parameter when they are specified in the model.  For more information, see chapter 9 of [Rasmussen+Williams](http://www.gaussianprocess.org/gpml/), and [Shah et al.](https://arxiv.org/abs/1402.4306).\n",
    "\n",
    "Note that T processes aren't additive in the same way as GPs, so addition of `TP` objects are not supported."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Samples from a TP prior\n",
    "\n",
    "The following code draws samples from a T process prior with 3 degrees of freedom and a Gaussian process, both with the same covariance matrix. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T04:31:36.681436Z",
     "start_time": "2017-08-28T04:31:35.947461Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import pymc3 as pm\n",
    "import theano.tensor as tt\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T04:31:38.955682Z",
     "start_time": "2017-08-28T04:31:36.683730Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set the seed\n",
    "np.random.seed(1)\n",
    "\n",
    "n = 100 # The number of data points\n",
    "X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n",
    "\n",
    "# Define the true covariance function and its parameters\n",
    "ℓ_true = 1.0\n",
    "η_true = 3.0\n",
    "cov_func = η_true**2 * pm.gp.cov.Matern52(1, ℓ_true)\n",
    "\n",
    "# A mean function that is zero everywhere\n",
    "mean_func = pm.gp.mean.Zero()\n",
    "\n",
    "# The latent function values are one sample from a multivariate normal\n",
    "# Note that we have to call `eval()` because PyMC3 built on top of Theano\n",
    "tp_samples = pm.MvStudentT.dist(mu=mean_func(X).eval(), cov=cov_func(X).eval(), nu=3).random(size=8)\n",
    "\n",
    "## Plot samples from TP prior\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(X.flatten(), tp_samples.T, lw=3, alpha=0.6);\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"y\"); ax.set_title(\"Samples from TP with DoF=3\");\n",
    "\n",
    "\n",
    "gp_samples = pm.MvNormal.dist(mu=mean_func(X).eval(), cov=cov_func(X).eval()).random(size=8)\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(X.flatten(), gp_samples.T, lw=3, alpha=0.6);\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"y\"); ax.set_title(\"Samples from GP\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Poisson data generated by a T process\n",
    "\n",
    "For the Poisson rate, we take the square of the function represented by the T process prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T04:44:37.301533Z",
     "start_time": "2017-08-28T04:44:36.856646Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(7)\n",
    "\n",
    "n = 150 # The number of data points\n",
    "X = np.linspace(0, 10, n)[:, None] # The inputs to the GP, they must be arranged as a column vector\n",
    "\n",
    "# Define the true covariance function and its parameters\n",
    "ℓ_true = 1.0\n",
    "η_true = 3.0\n",
    "cov_func = η_true**2 * pm.gp.cov.ExpQuad(1, ℓ_true)\n",
    "\n",
    "# A mean function that is zero everywhere\n",
    "mean_func = pm.gp.mean.Zero()\n",
    "\n",
    "# The latent function values are one sample from a multivariate normal\n",
    "# Note that we have to call `eval()` because PyMC3 built on top of Theano\n",
    "f_true = pm.MvStudentT.dist(mu=mean_func(X).eval(), cov=cov_func(X).eval(), nu=3).random(size=1)\n",
    "y = np.random.poisson(f_true**2)\n",
    "\n",
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "ax.plot(X, f_true**2, \"dodgerblue\", lw=3, label=\"True f\");\n",
    "ax.plot(X, y, 'ok', ms=3, label=\"Data\");\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"y\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:17:44.607457Z",
     "start_time": "2017-08-28T04:44:56.794509Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [f_rotated_, chi2_, ν, η, ℓ]\n",
      "Sampling 2 chains: 100%|██████████| 3000/3000 [39:12<00:00,  1.02s/draws]\n",
      "There were 11 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "There were 4 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    ℓ = pm.Gamma(\"ℓ\", alpha=2, beta=2)\n",
    "    η = pm.HalfCauchy(\"η\", beta=3)\n",
    "    cov = η**2 * pm.gp.cov.ExpQuad(1, ℓ)\n",
    "    \n",
    "    # informative prior on degrees of freedom < 5\n",
    "    ν = pm.Gamma(\"ν\", alpha=2, beta=1)\n",
    "    tp = pm.gp.TP(cov_func=cov, nu=ν)\n",
    "    f = tp.prior(\"f\", X=X)\n",
    "    \n",
    "    # adding a small constant seems to help with numerical stability here\n",
    "    y_ = pm.Poisson(\"y\", mu=tt.square(f) + 1e-6, observed=y)\n",
    "\n",
    "    tr = pm.sample(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:17:45.936095Z",
     "start_time": "2017-08-28T05:17:44.613611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(tr, var_names=[\"ℓ\", \"ν\", \"η\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:19:30.971834Z",
     "start_time": "2017-08-28T05:17:45.937751Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:46<00:00, 22.68it/s]\n"
     ]
    }
   ],
   "source": [
    "n_new = 200\n",
    "X_new = np.linspace(0, 15, n_new)[:,None]\n",
    "\n",
    "# add the GP conditional to the model, given the new X values\n",
    "with model:\n",
    "    f_pred = tp.conditional(\"f_pred\", X_new)\n",
    "\n",
    "# Sample from the GP conditional distribution\n",
    "with model:\n",
    "    pred_samples = pm.sample_posterior_predictive(tr, vars=[f_pred], samples=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-08-28T05:31:13.546154Z",
     "start_time": "2017-08-28T05:31:12.631973Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,5)); ax = fig.gca()\n",
    "from pymc3.gp.util import plot_gp_dist\n",
    "plot_gp_dist(ax, np.square(pred_samples[\"f_pred\"]), X_new);\n",
    "plt.plot(X, np.square(f_true), \"dodgerblue\", lw=3, label=\"True f\");\n",
    "plt.plot(X, y, 'ok', ms=3, alpha=0.5, label=\"Observed data\");\n",
    "plt.xlabel(\"X\"); plt.ylabel(\"True f(x)\"); plt.ylim([-2, 20])\n",
    "plt.title(\"Conditional distribution of f_*, given f\"); plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
